How I used software architecture principles, the Twelve-Factor methodology, security controls, automated testing, and immutable deployments to harden a Rapid Circularity Assessment calculator. 1. Introduction: The challenge with vibe-coded applications Vibe coding has fundamentally changed how ...

Source: [Dev.to](https://dev.to/sandeep_chakravartty_219e/from-vibe-coding-to-demo-ready-hardening-a-react-application-with-the-twelve-factor-app-methodology-3ghe)

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